Honest grades against industry best practices — no vanity metrics
Architecture Scorecard
Honest grades against industry best practices. No vanity metrics.
AI Integration
Multi-model strategy, prompt caching, embeddings, persistent memory, multi-agent orchestration with feedback loops. Cutting edge.
Developer Experience
TypeScript strict, auto-generated types, CI/CD quality gates, agent-governed workflow, comprehensive project documentation.
Security
RLS, rate limiting, audit logging, input validation, error sanitization. Missing: SAML/SSO, formal penetration testing.
Data Architecture
pgvector in PostgreSQL, JSONB for flexibility, RLS for isolation. Missing: data retention policies, backup verification.
Scalability
Stateless API, async jobs, atomic claiming supports horizontal scaling. Single region, no auto-scaling on Fly.io.
Reliability
Error tracking, retry logic, timeout protection, kill switches. No chaos testing, no dead letter queue.
Observability
Sentry errors, audit logs, console forwarding. Missing: structured metrics, APM dashboards, distributed tracing.
Testing
Vitest + Playwright framework established. Coverage exists but has gaps. E2E tests for critical paths.
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